{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This notebook will do the ablation on SiamFC and tell you how it works!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/leeyh/anaconda2/lib/python2.7/site-packages/numpy/core/machar.py:127: RuntimeWarning: overflow encountered in add\n",
      "  a = a + a\n",
      "/home/leeyh/anaconda2/lib/python2.7/site-packages/numpy/core/machar.py:129: RuntimeWarning: invalid value encountered in subtract\n",
      "  temp1 = temp - a\n",
      "/home/leeyh/anaconda2/lib/python2.7/site-packages/numpy/core/machar.py:138: RuntimeWarning: invalid value encountered in subtract\n",
      "  itemp = int_conv(temp-a)\n",
      "/home/leeyh/anaconda2/lib/python2.7/site-packages/numpy/core/machar.py:162: RuntimeWarning: overflow encountered in add\n",
      "  a = a + a\n",
      "/home/leeyh/anaconda2/lib/python2.7/site-packages/numpy/core/machar.py:164: RuntimeWarning: invalid value encountered in subtract\n",
      "  temp1 = temp - a\n",
      "/home/leeyh/anaconda2/lib/python2.7/site-packages/numpy/core/machar.py:171: RuntimeWarning: invalid value encountered in subtract\n",
      "  if any(temp-a != zero):\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import cv2\n",
    "import torch.nn.functional as F\n",
    "import torchvision.transforms.functional as TF\n",
    "import utils.siamese as siamese #where the network is\n",
    "import collections\n",
    "from PIL import Image, ImageStat\n",
    "import numpy as np\n",
    "import os\n",
    "import h5py\n",
    "import matplotlib\n",
    "import matplotlib.patches as patches\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm as CM\n",
    "%matplotlib inline\n",
    "\n",
    "NET_PATH = 'backup/baseline-conv5_e55.weights'\n",
    "Rectangle = collections.namedtuple('Rectangle', ['x', 'y', 'width', 'height'])\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = '3'#define your gpu"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### this are all the funcs you need to understand the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_net(fname, net):\n",
    "    h5f = h5py.File(fname, mode='r')\n",
    "    for k, v in net.state_dict().items():        \n",
    "        param = torch.from_numpy(np.asarray(h5f[k]))   \n",
    "        v.copy_(param)\n",
    "def convert_bbox_format(bbox, to = 'center-based'):\n",
    "    x, y, target_width, target_height = bbox.x, bbox.y, bbox.width, bbox.height\n",
    "    if to == 'top-left-based':\n",
    "        x -= get_center(target_width)\n",
    "        y -= get_center(target_height)\n",
    "    elif to == 'center-based':\n",
    "        y += get_center(target_height)\n",
    "        x += get_center(target_width)\n",
    "    else:\n",
    "        raise ValueError(\"Bbox format: {} was not recognized\".format(to))\n",
    "    return Rectangle(x*1.0, y*1.0, target_width*1.0, target_height*1.0)\n",
    "def get_center(x):\n",
    "    return (x - 1.) / 2.\n",
    "def get_zbox(bbox, p_rate =0.25):\n",
    "    x, y, target_width, target_height = bbox.x, bbox.y, bbox.width, bbox.height\n",
    "    p = 2*p_rate*(target_width+target_height)\n",
    "    target_sz = np.sqrt(np.prod((target_width+p)*(target_height+p)))\n",
    "    return Rectangle(x , y, target_sz , target_sz)\n",
    "def get_xbox(zbox,dx = 0,dy = 0,padding_rate = 1):\n",
    "    x, y, target_width, target_height = zbox.x+dx*0.5*zbox.width, zbox.y+dy*0.5*zbox.height, zbox.width, zbox.height\n",
    "    return Rectangle(x , y, target_width*2*padding_rate , target_height*2*padding_rate) \n",
    "def gen_xz( img, inbox,to = 'x',pdrt = 1):\n",
    "    box = Rectangle(inbox.x,inbox.y,inbox.width*pdrt,inbox.height*pdrt)\n",
    "    x_sz = (255,255)\n",
    "    z_sz = (127,127)\n",
    "    bg = Image.new('RGB',(int(box.width),int(box.height)) ,tuple(map(int,ImageStat.Stat(img).mean)))\n",
    "    bg.paste(img, (-int(box.x -0.5*box.width) ,-int(box.y - 0.5*box.height)))\n",
    "    if to == 'x':\n",
    "        temp = bg.resize(x_sz)\n",
    "    elif to =='z':\n",
    "        temp = bg.resize(z_sz)\n",
    "    else:\n",
    "        raise ValueError(\"Bbox format: {} was not recognized\".format(bbox_type))\n",
    "    return temp\n",
    "def show_frame_boxes(img, bboxes, fig_n=1):\n",
    "    img = img.resize((img.size[0],img.size[1]))\n",
    "    fig = plt.figure(fig_n)\n",
    "    ax = fig.add_subplot(111)\n",
    "    \n",
    "    ax.imshow(np.uint8(img))\n",
    "    for bbox in bboxes: \n",
    "        x, y, target_width, target_height = bbox.x, bbox.y, bbox.width, bbox.height\n",
    "        r = matplotlib.patches.Rectangle((x-0.5*target_width,y-0.5*target_height), target_width, target_height, linewidth=2, edgecolor='r', fill=False)\n",
    "        ax.add_patch(r)\n",
    "    plt.ion()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# specific for OTB dataset\n",
    "path = 'data/Dog/'\n",
    "video_folder = path + 'img/'\n",
    "gtpath = path+'groundtruth_rect.txt'\n",
    "frame_name_list = [f for f in os.listdir(video_folder) if f.endswith(\".jpg\")]\n",
    "frame_name_list = [video_folder + s for s in frame_name_list]\n",
    "frame_name_list.sort()\n",
    "with Image.open(frame_name_list[0]) as img:\n",
    "    frame_sz = np.asarray(img.size)\n",
    "    frame_sz[1], frame_sz[0] = frame_sz[0], frame_sz[1]\n",
    "try:\n",
    "    gts = np.loadtxt(gtpath)\n",
    "except ValueError:\n",
    "    gts = np.loadtxt(gtpath,delimiter = ',')\n",
    "init_bb = Rectangle(gts[0][0] - 1, gts[0][1] - 1, float(gts[0][2]), float(gts[0][3]))\n",
    "init_bb = convert_bbox_format(init_bb,'center-based')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### begin ablation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# initialize your model\n",
    "siam = siamese.SiameseNet()\n",
    "siam.cuda()\n",
    "load_net(NET_PATH, siam)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3efff6882f50>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jsiy4BW42G2w2mwAeWusGWMcDHjNjokwD5JhqEF+jct/Zeek5Zs4F6uiqaeRr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GrkA/UA2LZNEncRD88qdpaz62YSTEv4ZdMkcFdl3WVZ3qQrIuc5i3JDLOc2uciN2dUhy89Ol/cr\nBTWVGqXoIcZYqnuE2oSZtbxntY6LEP7PGuzFhCcuc0wqomQ6KgRYTBa3KGT1HR02qtr8dJPnMpMx\n9d1lInloz9vlkQEo1m1yeXClNywZY6mp2pS/aDweT5H3rLj7xYaWSVARLAC9SWpyK5f6XRDQbaV9\nanT5JhW6CCCOxV5V2OYyE1+Yc6JeJqszL5FmkSx1P8tYFCANxewnrIrw8/u+i6oeVQryBhhYiiqc\nMWWlTN84O6n1mk6OnzPBR9fmSIpVng2r0+GNw7nkkzh0UISpz54gVPGsDM0PfdKaXYn4PqEWF2eq\nR+qC0Q/nQOjTfUcRhcGSVlFRUkdSB6gJLcMi9UX6IKjV66nvUROuCOiBJY2K5EmFVP+joqSI65DH\nTQ+Z5MSQNXn+wtnURGTmnFQNK6OSDtEPvhjmO6dYQB8nxYCi+oCaaKoZxYmLmm5KQt7pmO7Qi+uG\nrBjTtB/d1aD/Vpi1/hWWilJZAcrWHiB/m8jvlfA6KZSxUMHzjuc7SYcARd5FRQrMKuHNVndXSPK3\n64p5umUutUeebVjjMrh4kiCWnUocKiMBKq87gboUSvuljCjbc3LpkLNoB4U1eedAUZ2W5APWyTtJ\nv0TfPFXfnbXMOeEPL9ugXKR4bI6jIqsoAAW6j/I9C9n9vrZ016BRWvJmjL0A4B8DOIAcIV8XQvxv\njLFtAP8XgNsAPgLwl4UQZ9F3fhnAL0KO1L8mhPjdvA1MJgnZWVmiVXktNQq6NomuYaJ+K2Kf1fK+\nbG6TqwSy8gpZ1qZ8xL12m5QPpSVvyMpXf0MI8e8YYy0A/5Yx9nsA/ksA/0oI8XcZY18D8DUAf5Mx\n9hkAPw/gDQA3AHyDMfYpkRX0+VQoLo4bmMQ/63HQ+m9lUaviv8DEhaLvLD9NwtAqUr8pFBdxkk/8\nByjmfqf3ezlJsogIqucGBbhMgBKTtxDiEYBH0d89xthdADcBfAXAl6OP/QaA/w/A34xe/00hxBjA\njxhjHwD4EoB/k6eBWb7pvKA6XJH2rKzp7GsKuuvEdd2psMVFLSV6UC5+XReF4uPZnz70Km/sNL1h\nSUe4rAnxiqAg4gaQOkCLfnKeyufNGLsN4AsA/gjAQUTsAPAY0q0CSGL/Q+1r96PXcqGowZMVo5tE\n2MraToojn92cnN24XMZtItRG3hKaGE+LZ0NaT2eF0/cs/Xs0eec/5yqwtrxzoEjiRjGZv4tgYfJm\njDUB/AsAf10I0Z3RwxAsSyt1/nhfBfBVALi2vz+VMDJLlmkIgmAq2kPXhtYjP5JQJ+KCKWQF3Nfr\n9dj/PSu1GszEteqkbpomwjCE7/sIgmBGVjXBytWIXF8pzGKRZJGkfrct+tEoItNvGWM+7zmXWb1R\n56Tqg/r+s9fHKZLYZ5+d+HyMHiuU7AO3pt2V+t/UXla8Oksh7KwkuzzIUi8NCnJBLkTejDELkrj/\nqRDit6OXDxlj14UQjxhj1wE8iV5/AOAF7eu3otemIIT4OoCvA8CnX3lV9Hq9qQdA3QSavOf1qHXy\nzqvZTYGqPiPbJNut+8LV73q1NjUpqWIMANDr9eL/qwIN6jrq9eb8iRa0xqnJJm11IYSAyBBUofo2\nL5GKoJjQz1WgqKy6y4SsgAKqNqtyP+pjW5UMJI+bYWWvIgvV4LwQC3yRaBMG4NcB3BVC/Jr21u8A\n+AUAfzf6/S+11/8ZY+zXIDcsXwPwx9Q5hAjhuuOIODBF3osslfXZPi155qKQ14et/OD65KTKoAkh\nMB6PY/LWre7M82UseLKSkdTv2ULBQQaRFrJ5eOFHXB2KWJlcNmQ9I1Q36O5JRbjxCnaJ0oirAGOy\nIuxFj5hFLO//AMB/DuC7jLG3otf+FiRp/xZj7BcBfAzgLwOAEOIdxthvAXgXMlLllxaJNFGERW0M\nzmLW4p5NWadm2bwbbouEJ84+tOpavJFcsukWttIx18MPFZ5mwzMVC3mzRPQ5TVsg42v0wMwbhpmf\n1HLrbpc0qmSNYlBEqCWPwk3T8r2KmqwXiTb5FtKNov8o5Tu/CuBXF28Gg2maM6Q9CddLg2FMXCRJ\nPu8iOi2rYPCs/1n/2/Un5K2sb0U6ykeuT1qGYSy9zMvyeau2zUbYGEvIs+a1MbKM+WIGQRE20fNj\nXVNYpg+StIOyiq8U3aZ0RGNIJBP4ysj7WYBz6Z+e3qic37CYhWkac8RdNHlnLQVnszL1v8GnE3ZU\nVXkhxFSCD4CYvE3TzFQVBBOpvm+6Hieb6fOJ5W9mlKGiLd1nT955Xd4GAya2ycWR+EKbalccmfrs\nxD3TNwHVc6r67bJNjFeavBmTkrA6gdCZbxLK8k5zm1AEU1SHzlrV+jXZVRmBoG9G6tDJW8WNS/LO\nv0OeZXnPJhzFlneGxb+YtvbTYRk3em4ffEE8cNkIpghk9QGZ26qF3Sroq9Si2lQErjR5CwEEvpql\nDTBgoTJchqH7xFk8+BXxUzN/QEwOFBEYGfKsE88xAxiHECHAOBgDwsCY+pyO2RscBvLHc30y7Cxu\nb8rzEc5FjUwmNGXdMDbfVwbjCIWfHAIWCnBiV9/z50W7kgbjLLJuOSeiEywz3Z0lz5l2dNoNJu9L\nDg12ynBYwu1qJImbCWWspPUth8A45b0FkHJcLuRkbygtYUD7g2XO4SHxDIXMnD6cBnp80vKsFBgm\nlr3+7AK0sTLOWEldcT3vfFgkhnlVeNqIl6LauwotjNnkpbT35r9XWJPWWAPA0+/VqM+XLRQVKA15\n542qmITUJf2sRBREgx7jnbX5WhTJzpPlUzCkSFYBzAoK0V1CT7P/UBx5L9O35Ru0ZUHIQrBnmPW7\nCLL2E8gQTgQJHCJRxrj9UpA3Qz7LM4kg9DqWRWaVpUHfcNSjOQDaV7eKti6EFAKnkDyRZt/jteVd\nFJ6fCWiRgII0sARjUK2eV7F/loVSkDcYy0wxTf6eH309pezYEhl7eaFutt4e1UYqjrmIuGkgacKY\ntGHhpaDg2m5ilDzF0kPIDUP50ud9h6TPO8NAzq8hnndiDHG1UocuHiELwUV5YuWDgN7DIC1oMa1b\npO/VlBGlIO+kDbNFIDBveRcVIvhU7YpcJDppZZE3RUylMso1SzyNwGct7dW5TdbukmeBMhF4ltuE\nNADEtOW96Kp5VSgFeS+DMpC1Dn2Tcp688m2wLkPeS/m80yAWl3Od3bykNyzLMkutiftpUSYCp0Cu\n/FRuiXYZuhs0zzGLRDnIW6R3wGzyih66ZlqT5Aqli6KDihWnOnyZnWU9xnz2OJTmNLXyWGZymr/O\neZW2JARaiGES6ZqWHcezx8cJo+zQmWvREywosAxRIVKnJSZc/dzZ93HS7/pnl5/gqHuWlXRFP5va\nsl9Mt51MYlqCXyhK1p/xUOtDLjidhZOBvOMzy0Km3CZJYmvqTNT3VuVaKQd5L4DZZQywSKZa+WbL\nZw2KvJc78PxGpohCe1ezDso7gC5ZdRXCui3qnHmOKy3xAhqzJFaxSi/qvpSevJMs7jidO0tyksiG\nKOFzVQgKI28gVyTK8wJ6wBZDIOQ5lzhlGWOc8+JpyTtNr+RpUFT/lZ68VcGFWf0NIQREBnEYBmF5\nE98rkw99jTXWWC14unTQQrjSlreASPUpzVre0+SdpfBHxFUT37tK5D0/60/+fyHXqcIICy41ddlA\nxwUXE7lAnTNDZyz/cUscSpeEy9ZeCuUgb2JDS5H6rPodAGSVWTJNomDtFbqJpcDahbLGGom44sJU\nIlUn2/f9OV+3+g438sd08itkXVOgLO8Lj11dE3iMZSIiijgnX0TpLQVXaXOftLyp/lvC912UtV8K\n8gZC+IETW9V6mB314HihN58izydx1n1nBBZlb6rCBpPMR8IqN6iEGfpBpjJFAzf9nFTJSLbEtj01\nZkWYvnIRGTG7SZMtYwwMJsBod1YawhWQRNZeUkj0EWdaaNmM22hy3PkTZHG3rl89q7NerVZTv2da\n6fcsa9OMjL+nniEiWick2gPQ4XezOppTxEm46KgzciFdtLm+DJGqaRmKfM/7sigFeQsxbWHr5E0/\nVItViUk6RlFi+fQgWbtqnhfoUsXLHONplCnXeL5QCvIOwxCuOwLA5/zaWVrWwGx6/Hy6vILudqFA\nkXfWQKKsCQP5tYbXuFy4CPLWj5OU57DG0yEk9HguI0pB3hB6tMlEwCjrYU1WFZwQtq4wqI6p6uBR\nJLvM7jrp61wb3lcTCcv4ZcibUqZcYw2FUpC3/mgqfQuVYENrYWjkzUVM3EnaIvoAECI9NBGgCTqz\nLt96oD0/IHyvF+U2WbtM1khDKchbbSqqv6UFPfl/GgRXZYuQKAk793mNWCnXCLXpuB5MaywC+Zzk\nk5TVa5zOGiPPS/HiohAylDJtPw9KQ96WZU1pP0syNkg3hBd68fcXlYRdxDKmvr+2vNdYBJSK5CKP\nSJqs8Jq8l8dVIfDSkLdpmlPkbRgGGGNICf+WCOmlpXp9qnhuhLwqfrl83iuVykxS27uK5ywXpPsv\nH3nTssLrvi0KKhzxshB7Kcibc45Go5H4nklUgzYzdC7zWsFUhEuW5ROHIOqEzdSvfC4XsYS0ZhAk\n+fZl25ZJFiHdR/F7ev9PpHJzHXMJLLMaolxoYTi96psYHQKu6+Zuj7ovSZnHk//rr8u+JfdqWP6h\nTh2XzMMgLS96LIUzY0UnVLI9RPgwkPzMT449fy3qPbpYSvbzNSufvGjkG4VSkDcFeZ+SbxbPsD5I\nfeOcJHLZfN7J7b1c11BWJPdtCEHo0y+LZOK6nFY4Oc5mntEin9gwyda4BCg9eU/PlNMPKbcq5Hfn\nrCbNGvb8cer3liFvKlNyFSiPEM/VE65SXSsfCQEhAgSBfD6KStZKfv6UNVeuSTkrR4Pqo9CfHkir\nurJl5WCLROnJexo5/X1P6XO+SpuOFHlfIZnmlUDvW/XMLCLrsMzijbqfWRV6njWyDB3SsJhxPOv/\nvUr64sug9OSdPAgCADzzJsY+twTyDnP6kbPdJiWeqte4UHDO5/IHkjbHZ7EMedPP3+Uib9KtuRY4\ny0TpyTudoMM4VDAN8cORSN7pSTq5o00EB8/YMHnWoAeQnASfLcIVnLMYqI1K3dpehLyLQ7n6dhmX\n3exzu+pRVcbwwktM3tnLp3gAJblNFsqOe7r3lirzXhAu2wbrZYIuHJVmgRdxzquCpwnXvTpXfXFg\nZfDvMsaOAAwAHK+6LU+JXazb/KxwGdu9bvOzw2Vs9y6AhhBiL8+XS0HeAMAY+1MhxJ9ZdTueBus2\nPztcxnav2/zscBnbvWyby+MgW2ONNdZYY2GsyXuNNdZY4xKiTOT99VU3IAfWbX52uIztXrf52eEy\ntnupNpfG573GGmusscbiKJPlvcYaa6yxxoJYOXkzxv4iY+w9xtgHjLGvrbo9FBhjHzHGvssYe4sx\n9qfRa9uMsd9jjP0g+r214jb+I8bYE8bY97TXUtvIGPvlqO/fY4z9hRK1+VcYYw+ivn6LMfazJWvz\nC4yxP2CMvcsYe4cx9t9Gr5e2r4k2l72vq4yxP2aMvR21+3+MXi9zX6e1+eL6WiUUrOIHgAHgQwB3\nANgA3gbwmVW2KaO9HwHYnXntfwbwtejvrwH4n1bcxp8G8BMAvpfVRgCfifq8AuDl6F4YJWnzrwD4\n7xI+W5Y2XwfwE9HfLQDvR20rbV8TbS57XzMAzehvC8AfAfjJkvd1WpsvrK9XbXl/CcAHQogfCiFc\nAL8J4CsrbtPT4isAfiP6+zcA/NwK2wIhxDcBnM68nNbGrwD4TSHEWAjxIwAfQN6TZ4qUNqehLG1+\nJIT4d9HfPQB3AdxEifuaaHMaVt5mABAS/ei/VvQjUO6+TmtzGp66zasm75sA7mn/vw/6YVo1BIBv\nMMb+LWPsq9FrB0KIR9HfjwEcrKZpJNLaWPb+/6uMse9EbhW1JC5dmxljtwF8AdK6uhR9PdNmoOR9\nzRgzGGNvAXgC4PeEEKXv65Q2AxfU16sm78uGnxJC/DiAnwHwS4yxn9bfFHL9U7mrLS0AAAHzSURB\nVOrwncvQxgj/ANKd9uMAHgH4e6ttTjIYY00A/wLAXxdCdPX3ytrXCW0ufV8LIYJo7N0C8CXG2Jsz\n75eur1PafGF9vWryfgDgBe3/t6LXSgkhxIPo9xMA/zfksuaQMXYdAKLfT1bXwlSktbG0/S+EOIwe\n/hDAP8RkCVmaNjPGLEgS/KdCiN+OXi51Xye1+TL0tYIQ4hzAHwD4iyh5Xyvobb7Ivl41ef8JgNcY\nYy8zxmwAPw/gd1bcpkQwxhqMsZb6G8CfB/A9yPb+QvSxXwDwL1fTQhJpbfwdAD/PGKswxl4G8BqA\nP15B++agBmWEvwTZ10BJ2swYYwB+HcBdIcSvaW+Vtq/T2nwJ+nqPMbYZ/V0D8B8D+D7K3deJbb7Q\nvn6WO7Apu7I/C7nr/SGAv73q9hDtvAO5G/w2gHdUWwHsAPhXAH4A4BsAtlfczn8OuRzzIP1mv0i1\nEcDfjvr+PQA/U6I2/xMA3wXwnejBvl6yNv8U5DL9OwDein5+tsx9TbS57H39OQDfjtr3PQD/ffR6\nmfs6rc0X1tfrDMs11lhjjUuIVbtN1lhjjTXWyIE1ea+xxhprXEKsyXuNNdZY4xJiTd5rrLHGGpcQ\na/JeY4011riEWJP3GmusscYlxJq811hjjTUuIdbkvcYaa6xxCfH/A0G+YBQIzdinAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3fff903a3790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# first frame\n",
    "img1 = Image.open(frame_name_list[0]).convert('RGB')#first frame\n",
    "plt.imshow(img1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3efdf00a7d90>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wu0GA1DgtlKYmkwpyit8VygVpSgCSbbxaWorUVZsPrEgx3izIv42xI/jvlHLl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WAAAg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\nw2EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3efdf8066fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# second frame\n",
    "img2 = Image.open(frame_name_list[1]).convert('RGB')#first frame\n",
    "plt.imshow(img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3efdf004bfd0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RER6mQqdARF6J8buFafCKLDKBheYmKSNKkyQrGjmngeyTHYk4CvDd73639fZj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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3efdf00c3590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now get z(template) in first frame\n",
    "bbox = init_bb\n",
    "zbox = get_zbox(bbox,0.25)#as paper mentioned, p = 0.5\n",
    "# now we see the dog!\n",
    "z = gen_xz(img1,zbox,to='z')\n",
    "plt.imshow(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3efdd1a96650>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1XduND7F/BKKYPRs1DlfXaNocY+KcQ2i1NqHBCiwzg+T8tfO8haInh+l0mtyZ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3efdf00ce3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# and x(search region)\n",
    "xbox = get_xbox(zbox)\n",
    "x = gen_xz( img2, xbox,to = 'x')\n",
    "plt.imshow(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# transform z and x to tensor\n",
    "tz = 255.0 * TF.to_tensor(z).unsqueeze(0)\n",
    "tz = tz.cuda()\n",
    "tx = 255.0 * TF.to_tensor(x).unsqueeze(0)\n",
    "tx = tx.cuda()\n",
    "# go through the siam model\n",
    "tz = siam.forward_once(tz)\n",
    "tx = siam.forward_once(tx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# generate the scores map by using xcorrelation\n",
    "scores = siam.xcorr(tz,tx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 1, 17, 17])\n"
     ]
    }
   ],
   "source": [
    "# now we see the shape of scores\n",
    "print scores.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 32, 6, 6]) torch.Size([1, 32, 22, 22])\n"
     ]
    }
   ],
   "source": [
    "# and the shape of tz,tx\n",
    "print tz.shape, tx.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "scores = scores.data.cpu().numpy()[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3efdd17ce690>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x3efdd1af5610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# see the original scores\n",
    "plt.imshow(scores,cmap=CM.jet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x3efdd1512610>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YsY5JS6ywbFaYr+/hnqAHhDXbU+NDMc6CWwPz4h7zatM5Eclk2IZ5GObYYIs5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\niooOqihUVFR0UEWhoqKigyoKFRUVHfwHhRNoCoc6gUUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3efdd1572950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# well, you need to resize it to 272,272\n",
    "scores = cv2.resize(scores,(272,272), interpolation=cv2.INTER_CUBIC)\n",
    "plt.imshow(scores,cmap=CM.jet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[238  91]\n"
     ]
    }
   ],
   "source": [
    "# and we find the maximum position in the map\n",
    "p = np.asarray(np.unravel_index(np.argmax(scores), np.shape(scores)))\n",
    "print p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# because we do the convolutional operation on 22*22 with 6*6 kernel\n",
    "# so the output is 17*17 right?\n",
    "# thus, in the original input layer,\n",
    "# if we want to generate an 17*17 output with 255*255 search region and 127*127 template,\n",
    "# we need to make the stride as 8\n",
    "# so we resize the 17*17 to 272*272\n",
    "# and the distance in the output should be 2 times than the distance in original x\n",
    "center = float(272 - 1) / 2\n",
    "disp_in_area = p - center\n",
    "disp_in_xcrop = disp_in_area * 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8Z5S6Vso2bjYUTrB4OrZPQ0dELQsV63VsRhmwatea57nRvs0cZnFGodSKz5Hr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\nYQMb2EAT/h9Lu4oMbUdaAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3efd6354d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#show the predict z in x\n",
    "show_frame_boxes(x,[Rectangle(disp_in_xcrop[1]+126,disp_in_xcrop[0]+126,127,127)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# resize the position to frame-scales\n",
    "disp_in_frame = disp_in_xcrop *  xbox.width / 255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# we need to reverse the p to Image position\n",
    "pred_zbox = Rectangle(disp_in_frame[1]+zbox.x,disp_in_frame[0]+zbox.y,zbox.width,zbox.height)\n",
    "# and find the bbox!\n",
    "pred_bbox = Rectangle(pred_zbox.x,pred_zbox.y,bbox.width,bbox.height)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7j3M6U2j3tRov2eDWvcwQAlDERpZq52tT38PRrMcOw5XT5tO+xgDM5X4xegleexvtgQjv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\n4d3Q0NBwgPgfKg5K5xybgScAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3efd69491890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_frame_boxes(img2 , [pred_bbox])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
